Agent Sightings Real agent use cases

Vodafone transforms data operations with AI using LangChain and LangGraph

See how Vodafone, a leading telecom company serving 340M+ customers, used LangChain and LangGraph for its performance metrics monitoring and information retrieval chatbots. To streamline data operations and to empower its engineering teams, Vodafone has built several AI assistants using LangChain and LangGraph that facilitate intelligent data access, natural language-driven insights, and complex problem-solving.

Agent or tool
OpenAI
Topic
Customer Support
Reported on
Blog (LangChain)
Added
2026-11-11

Why it matters

Support is repetitive and time-sensitive. Agents can draft answers, look things up and handle simple requests, so people can focus on the tricky ones. It is one of 554 sightings filed under Customer Support on Agent Sightings (number 504 by interest), and one of 25 involving OpenAI.

How you could try it

Here is a reusable prompt, written by us in our own words, that captures the task. Paste it into OpenAI or any similar agent and adjust the details to your situation.

I want an agent to handle routine customer questions end to end, and pass anything unclear to a person. The tool in the source case was OpenAI.

Saved

Tip: Start small: run it once on a low-stakes example, read what the agent did, and only then let it run on real work.

Source

Read the original first-hand account on Blog (LangChain): https://langchain.com/blog/customers-vodafone. Our summary is a paraphrase; details are in the source.

Built an AI agent? Feature your agent on Agent Sightings, free submission or a featured spot.

Browse more like this

More in Customer Support · more with OpenAI · all browse pages · industry guides

Related sightings

← All 2754 use cases